80s Profile Report

Dataset statistics

Number of variables	19
Number of observations	6908
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.0 MiB
Average record size in memory	152.0 B

Variable types

Categorical	6
Numeric	13

Alerts

`track` has a high cardinality: 6604 distinct values	High cardinality
`artist` has a high cardinality: 2021 distinct values	High cardinality
`uri` has a high cardinality: 6898 distinct values	High cardinality
`danceability` is highly overall correlated with `valence`	High correlation
`energy` is highly overall correlated with `loudness` and 2 other fields	High correlation
`loudness` is highly overall correlated with `energy` and 1 other fields	High correlation
`acousticness` is highly overall correlated with `energy` and 1 other fields	High correlation
`valence` is highly overall correlated with `danceability` and 1 other fields	High correlation
`duration_ms` is highly overall correlated with `sections`	High correlation
`sections` is highly overall correlated with `duration_ms`	High correlation
`instrumentalness` is highly overall correlated with `target`	High correlation
`target` is highly overall correlated with `instrumentalness`	High correlation
`track` is uniformly distributed	Uniform
`uri` is uniformly distributed	Uniform
`target` is uniformly distributed	Uniform
`key` has 912 (13.2%) zeros	Zeros
`instrumentalness` has 1332 (19.3%) zeros	Zeros

Reproduction

Analysis started	2022-11-29 22:50:09.272776
Analysis finished	2022-11-29 22:50:26.600094
Duration	17.33 seconds
Software version	pandas-profiling vv3.5.0
Download configuration	config.json

track
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	6604
Distinct (%)	95.6%
Missing	0
Missing (%)	0.0%
Memory size	54.1 KiB

O último romântico	5
Dungeon	4
Hold Me	4
Victory	4
Talk To Me	4
Other values (6599)	6887

Length

Max length	146
Median length	72
Mean length	17.900261
Min length	2

Characters and Unicode

Total characters	123655
Distinct characters	175
Distinct categories	13 ?
Distinct scripts	5 ?
Distinct blocks	6 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6347 ?
Unique (%)	91.9%

Sample

1st row	Walking Blues
2nd row	Suddenly Last Summer
3rd row	Sanctuary
4th row	The Wild Rover
5th row	In The Driver's Seat

Common Values

Value	Count	Frequency (%)
O último romântico	5	0.1%
Dungeon	4	0.1%
Hold Me	4	0.1%
Victory	4	0.1%
Talk To Me	4	0.1%
Heartbroke	4	0.1%
Call Me	4	0.1%
Uncle Pen	4	0.1%
Holiday	4	0.1%
I Wouldn't Change You If I Could	4	0.1%
Other values (6594)	6867	99.4%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	982	4.1%
	551	2.3%
you	470	2.0%
love	412	1.7%
of	392	1.6%
i	381	1.6%
a	344	1.4%
me	334	1.4%
in	333	1.4%
to	279	1.2%
Other values (5795)	19612	81.4%

Most occurring characters

Value	Count	Frequency (%)
	17182	13.9%
e	11807	9.5%
o	8054	6.5%
a	7017	5.7%
n	6371	5.2%
i	5787	4.7%
r	5511	4.5%
t	5333	4.3%
s	3887	3.1%
l	3792	3.1%
Other values (165)	48914	39.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	79908	64.6%
Uppercase Letter	22142	17.9%
Space Separator	17182	13.9%
Other Punctuation	1845	1.5%
Decimal Number	803	0.6%
Dash Punctuation	533	0.4%
Other Letter	415	0.3%
Open Punctuation	411	0.3%
Close Punctuation	410	0.3%
Math Symbol	2	< 0.1%
Other values (3)	4	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	11807	14.8%
o	8054	10.1%
a	7017	8.8%
n	6371	8.0%
i	5787	7.2%
r	5511	6.9%
t	5333	6.7%
s	3887	4.9%
l	3792	4.7%
h	3368	4.2%
Other values (56)	18981	23.8%

Uppercase Letter

Value	Count	Frequency (%)
T	2279	10.3%
S	1702	7.7%
M	1530	6.9%
I	1473	6.7%
L	1449	6.5%
A	1415	6.4%
B	1136	5.1%
D	1086	4.9%
W	1052	4.8%
C	996	4.5%
Other values (27)	8024	36.2%

Other Letter

Value	Count	Frequency (%)
י	67	16.1%
ל	45	10.8%
ה	39	9.4%
ו	32	7.7%
ב	24	5.8%
א	24	5.8%
ר	22	5.3%
ד	20	4.8%
נ	16	3.9%
ת	15	3.6%
Other values (24)	111	26.7%

Other Punctuation

Value	Count	Frequency (%)
'	939	50.9%
.	307	16.6%
,	198	10.7%
/	114	6.2%
:	101	5.5%
"	70	3.8%
?	41	2.2%
&	37	2.0%
!	23	1.2%
¿	6	0.3%
Other values (5)	9	0.5%

Decimal Number

Value	Count	Frequency (%)
0	142	17.7%
2	140	17.4%
1	139	17.3%
9	91	11.3%
8	65	8.1%
4	56	7.0%
3	48	6.0%
5	47	5.9%
6	41	5.1%
7	34	4.2%

Dash Punctuation

Value	Count	Frequency (%)
-	532	99.8%
–	1	0.2%

Open Punctuation

Value	Count	Frequency (%)
(	403	98.1%
[	8	1.9%

Close Punctuation

Value	Count	Frequency (%)
)	402	98.0%
]	8	2.0%

Math Symbol

Value	Count	Frequency (%)
=	1	50.0%
+	1	50.0%

Modifier Symbol

Value	Count	Frequency (%)
`	1	50.0%
´	1	50.0%

Space Separator

Value	Count	Frequency (%)
	17182	100.0%

Currency Symbol

Value	Count	Frequency (%)
$	1	100.0%

Final Punctuation

Value	Count	Frequency (%)
’	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	102000	82.5%
Common	21190	17.1%
Hebrew	408	0.3%
Cyrillic	50	< 0.1%
Katakana	7	< 0.1%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	11807	11.6%
o	8054	7.9%
a	7017	6.9%
n	6371	6.2%
i	5787	5.7%
r	5511	5.4%
t	5333	5.2%
s	3887	3.8%
l	3792	3.7%
h	3368	3.3%
Other values (71)	41073	40.3%

Common

Value	Count	Frequency (%)
	17182	81.1%
'	939	4.4%
-	532	2.5%
(	403	1.9%
)	402	1.9%
.	307	1.4%
,	198	0.9%
0	142	0.7%
2	140	0.7%
1	139	0.7%
Other values (28)	806	3.8%

Hebrew

Value	Count	Frequency (%)
י	67	16.4%
ל	45	11.0%
ה	39	9.6%
ו	32	7.8%
ב	24	5.9%
א	24	5.9%
ר	22	5.4%
ד	20	4.9%
נ	16	3.9%
ת	15	3.7%
Other values (17)	104	25.5%

Cyrillic

Value	Count	Frequency (%)
о	7	14.0%
с	5	10.0%
а	5	10.0%
н	4	8.0%
п	3	6.0%
к	3	6.0%
и	3	6.0%
ь	3	6.0%
В	2	4.0%
л	2	4.0%
Other values (12)	13	26.0%

Katakana

Value	Count	Frequency (%)
ス	1	14.3%
ト	1	14.3%
ブ	1	14.3%
ラ	1	14.3%
ジ	1	14.3%
ン	1	14.3%
レ	1	14.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	122898	99.4%
Hebrew	408	0.3%
None	288	0.2%
Cyrillic	50	< 0.1%
Katakana	8	< 0.1%
Punctuation	3	< 0.1%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	17182	14.0%
e	11807	9.6%
o	8054	6.6%
a	7017	5.7%
n	6371	5.2%
i	5787	4.7%
r	5511	4.5%
t	5333	4.3%
s	3887	3.2%
l	3792	3.1%
Other values (74)	48157	39.2%

Hebrew

Value	Count	Frequency (%)
י	67	16.4%
ל	45	11.0%
ה	39	9.6%
ו	32	7.8%
ב	24	5.9%
א	24	5.9%
ר	22	5.4%
ד	20	4.9%
נ	16	3.9%
ת	15	3.7%
Other values (17)	104	25.5%

None

Value	Count	Frequency (%)
é	61	21.2%
á	31	10.8%
í	31	10.8%
ó	28	9.7%
ç	20	6.9%
ã	17	5.9%
ú	15	5.2%
ñ	15	5.2%
â	8	2.8%
ü	7	2.4%
Other values (21)	55	19.1%

Cyrillic

Value	Count	Frequency (%)
о	7	14.0%
с	5	10.0%
а	5	10.0%
н	4	8.0%
п	3	6.0%
к	3	6.0%
и	3	6.0%
ь	3	6.0%
В	2	4.0%
л	2	4.0%
Other values (12)	13	26.0%

Punctuation

Value	Count	Frequency (%)
•	1	33.3%
–	1	33.3%
’	1	33.3%

Katakana

Value	Count	Frequency (%)
ス	1	12.5%
ト	1	12.5%
ブ	1	12.5%
ラ	1	12.5%
・	1	12.5%
ジ	1	12.5%
ン	1	12.5%
レ	1	12.5%

artist
Categorical

Distinct	2021
Distinct (%)	29.3%
Missing	0
Missing (%)	0.0%
Memory size	54.1 KiB

The Cleaners From Venus	47
Nobuo Uematsu	46
Malcolm Arnold	45
Ricky Skaggs	41
Skinny Puppy	36
Other values (2016)	6693

Length

Max length	78
Median length	46
Mean length	12.808917
Min length	1

Characters and Unicode

Total characters	88484
Distinct characters	90
Distinct categories	8 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	968 ?
Unique (%)	14.0%

Sample

1st row	Big Joe Williams
2nd row	The Motels
3rd row	Béla Fleck
4th row	The Pogues
5th row	John Schneider

Common Values

Value	Count	Frequency (%)
The Cleaners From Venus	47	0.7%
Nobuo Uematsu	46	0.7%
Malcolm Arnold	45	0.7%
Ricky Skaggs	41	0.6%
Skinny Puppy	36	0.5%
Stan Getz	33	0.5%
Sisters of Mercy	33	0.5%
Éric Serra	32	0.5%
The Cramps	32	0.5%
Running Wild	32	0.5%
Other values (2011)	6531	94.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
the	780	5.2%
	262	1.7%
band	144	1.0%
john	110	0.7%
of	93	0.6%
and	73	0.5%
jackson	64	0.4%
billy	59	0.4%
michael	56	0.4%
los	53	0.4%
Other values (2792)	13321	88.7%

Most occurring characters

Value	Count	Frequency (%)
e	8191	9.3%
	8107	9.2%
a	6526	7.4%
n	5884	6.6%
o	5213	5.9%
r	5157	5.8%
i	5147	5.8%
l	3727	4.2%
s	3677	4.2%
t	3265	3.7%
Other values (80)	33590	38.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	64386	72.8%
Uppercase Letter	15104	17.1%
Space Separator	8107	9.2%
Other Punctuation	643	0.7%
Decimal Number	153	0.2%
Dash Punctuation	53	0.1%
Close Punctuation	19	< 0.1%
Open Punctuation	19	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8191	12.7%
a	6526	10.1%
n	5884	9.1%
o	5213	8.1%
r	5157	8.0%
i	5147	8.0%
l	3727	5.8%
s	3677	5.7%
t	3265	5.1%
h	2521	3.9%
Other values (30)	15078	23.4%

Uppercase Letter

Value	Count	Frequency (%)
T	1399	9.3%
S	1397	9.2%
B	1314	8.7%
C	1048	6.9%
M	978	6.5%
R	971	6.4%
J	863	5.7%
D	807	5.3%
A	755	5.0%
P	669	4.4%
Other values (18)	4903	32.5%

Decimal Number

Value	Count	Frequency (%)
0	38	24.8%
2	31	20.3%
8	28	18.3%
3	16	10.5%
5	10	6.5%
4	10	6.5%
9	8	5.2%
7	6	3.9%
1	4	2.6%
6	2	1.3%

Other Punctuation

Value	Count	Frequency (%)
&	262	40.7%
.	225	35.0%
'	81	12.6%
,	32	5.0%
/	17	2.6%
"	14	2.2%
!	11	1.7%
?	1	0.2%

Space Separator

Value	Count	Frequency (%)
	8107	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	53	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	19	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	19	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	79490	89.8%
Common	8994	10.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8191	10.3%
a	6526	8.2%
n	5884	7.4%
o	5213	6.6%
r	5157	6.5%
i	5147	6.5%
l	3727	4.7%
s	3677	4.6%
t	3265	4.1%
h	2521	3.2%
Other values (58)	30182	38.0%

Common

Value	Count	Frequency (%)
	8107	90.1%
&	262	2.9%
.	225	2.5%
'	81	0.9%
-	53	0.6%
0	38	0.4%
,	32	0.4%
2	31	0.3%
8	28	0.3%
)	19	0.2%
Other values (12)	118	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	88145	99.6%
None	339	0.4%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8191	9.3%
	8107	9.2%
a	6526	7.4%
n	5884	6.7%
o	5213	5.9%
r	5157	5.9%
i	5147	5.8%
l	3727	4.2%
s	3677	4.2%
t	3265	3.7%
Other values (64)	33251	37.7%

None

Value	Count	Frequency (%)
é	79	23.3%
í	54	15.9%
É	48	14.2%
ü	43	12.7%
á	26	7.7%
ã	22	6.5%
ú	15	4.4%
ó	14	4.1%
ä	13	3.8%
ô	9	2.7%
Other values (6)	16	4.7%

uri
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	6898
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Memory size	54.1 KiB

spotify:track:3PzsbWSQdLCKDLxn7YZfkM	2
spotify:track:4XcUFQNTiX4IHmA4K51snP	2
spotify:track:6ArFGc1tVxYEhmGreRYoAi	2
spotify:track:35Z9SYT8AjvgvUag0H4iQt	2
spotify:track:7vvRkLPIvfjjmCIqNxBuEZ	2
Other values (6893)	6898

Length

Max length	36
Median length	36
Mean length	36
Min length	36

Characters and Unicode

Total characters	248688
Distinct characters	63
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6888 ?
Unique (%)	99.7%

Sample

1st row	spotify:track:1ZjN5X8LmUB67pWPgimW3B
2nd row	spotify:track:4fLIM0B1WwrLux9RdnMvze
3rd row	spotify:track:3DwlNfiCQSdj0GOxYkR9Rq
4th row	spotify:track:6JyYNPLalPgGa7XnclF5FO
5th row	spotify:track:6jJi8OXF5qaFdysB6sjWIT

Common Values

Value	Count	Frequency (%)
spotify:track:3PzsbWSQdLCKDLxn7YZfkM	2	< 0.1%
spotify:track:4XcUFQNTiX4IHmA4K51snP	2	< 0.1%
spotify:track:6ArFGc1tVxYEhmGreRYoAi	2	< 0.1%
spotify:track:35Z9SYT8AjvgvUag0H4iQt	2	< 0.1%
spotify:track:7vvRkLPIvfjjmCIqNxBuEZ	2	< 0.1%
spotify:track:3dXSVFWK1s0PgtMrAifdDd	2	< 0.1%
spotify:track:0v9kGNjkKdQUdDoBIuiph4	2	< 0.1%
spotify:track:3uy0jtkM8QYVTsBazkli1x	2	< 0.1%
spotify:track:1gQPqkrPZ1RypZvSYEAygs	2	< 0.1%
spotify:track:3EgvmOhP3NQUHY7d6PDOUg	2	< 0.1%
Other values (6888)	6888	99.7%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
spotify:track:3pzsbwsqdlckdlxn7yzfkm	2	< 0.1%
spotify:track:6arfgc1tvxyehmgreryoai	2	< 0.1%
spotify:track:35z9syt8ajvgvuag0h4iqt	2	< 0.1%
spotify:track:7vvrklpivfjjmciqnxbuez	2	< 0.1%
spotify:track:3dxsvfwk1s0pgtmraifddd	2	< 0.1%
spotify:track:0v9kgnjkkdquddobiuiph4	2	< 0.1%
spotify:track:3uy0jtkm8qyvtsbazkli1x	2	< 0.1%
spotify:track:1gqpqkrpz1rypzvsyeaygs	2	< 0.1%
spotify:track:3egvmohp3nquhy7d6pdoug	2	< 0.1%
spotify:track:4xcufqntix4ihma4k51snp	2	< 0.1%
Other values (6888)	6888	99.7%

Most occurring characters

Value	Count	Frequency (%)
t	16190	6.5%
:	13816	5.6%
o	9286	3.7%
y	9284	3.7%
i	9281	3.7%
r	9281	3.7%
k	9275	3.7%
c	9262	3.7%
a	9254	3.7%
f	9233	3.7%
Other values (53)	144526	58.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	143988	57.9%
Uppercase Letter	60610	24.4%
Decimal Number	30274	12.2%
Other Punctuation	13816	5.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	16190	11.2%
o	9286	6.4%
y	9284	6.4%
i	9281	6.4%
r	9281	6.4%
k	9275	6.4%
c	9262	6.4%
a	9254	6.4%
f	9233	6.4%
s	9178	6.4%
Other values (16)	44464	30.9%

Uppercase Letter

Value	Count	Frequency (%)
A	2425	4.0%
M	2384	3.9%
I	2381	3.9%
S	2379	3.9%
Z	2375	3.9%
F	2366	3.9%
H	2357	3.9%
E	2354	3.9%
Y	2343	3.9%
P	2342	3.9%
Other values (16)	36904	60.9%

Decimal Number

Value	Count	Frequency (%)
1	3318	11.0%
0	3264	10.8%
4	3262	10.8%
3	3242	10.7%
5	3231	10.7%
2	3193	10.5%
6	3105	10.3%
7	2975	9.8%
8	2345	7.7%
9	2339	7.7%

Other Punctuation

Value	Count	Frequency (%)
:	13816	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	204598	82.3%
Common	44090	17.7%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	16190	7.9%
o	9286	4.5%
y	9284	4.5%
i	9281	4.5%
r	9281	4.5%
k	9275	4.5%
c	9262	4.5%
a	9254	4.5%
f	9233	4.5%
s	9178	4.5%
Other values (42)	105074	51.4%

Common

Value	Count	Frequency (%)
:	13816	31.3%
1	3318	7.5%
0	3264	7.4%
4	3262	7.4%
3	3242	7.4%
5	3231	7.3%
2	3193	7.2%
6	3105	7.0%
7	2975	6.7%
8	2345	5.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	248688	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	16190	6.5%
:	13816	5.6%
o	9286	3.7%
y	9284	3.7%
i	9281	3.7%
r	9281	3.7%
k	9275	3.7%
c	9262	3.7%
a	9254	3.7%
f	9233	3.7%
Other values (53)	144526	58.1%

danceability
Real number (ℝ)

Distinct	848
Distinct (%)	12.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.56425819

Minimum	0.0656
Maximum	0.988
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0.0656
5-th percentile	0.241
Q1	0.455
median	0.582
Q3	0.69
95-th percentile	0.822
Maximum	0.988
Range	0.9224
Interquartile range (IQR)	0.235

Descriptive statistics

Standard deviation	0.17308449
Coefficient of variation (CV)	0.30674698
Kurtosis	-0.24418724
Mean	0.56425819
Median Absolute Deviation (MAD)	0.116
Skewness	-0.40359283
Sum	3897.8956
Variance	0.029958242
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.54	28	0.4%
0.577	25	0.4%
0.622	24	0.3%
0.655	24	0.3%
0.61	24	0.3%
0.612	24	0.3%
0.62	23	0.3%
0.608	23	0.3%
0.716	23	0.3%
0.652	23	0.3%
Other values (838)	6667	96.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0656	1	< 0.1%
0.0664	1	< 0.1%
0.0687	1	< 0.1%
0.0702	1	< 0.1%
0.0724	1	< 0.1%
0.0735	2	< 0.1%
0.0737	1	< 0.1%
0.0744	1	< 0.1%
0.0755	1	< 0.1%
0.0758	1	< 0.1%

Value	Count	Frequency (%)
0.988	1	< 0.1%
0.98	1	< 0.1%
0.978	1	< 0.1%
0.97	1	< 0.1%
0.966	1	< 0.1%
0.963	1	< 0.1%
0.96	1	< 0.1%
0.959	1	< 0.1%
0.956	1	< 0.1%
0.955	2	< 0.1%

energy
Real number (ℝ)

Distinct	1067
Distinct (%)	15.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.60803705

Minimum	0.000276
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0.000276
5-th percentile	0.164
Q1	0.436
median	0.637
Q3	0.809
95-th percentile	0.948
Maximum	1
Range	0.999724
Interquartile range (IQR)	0.373

Descriptive statistics

Standard deviation	0.24296181
Coefficient of variation (CV)	0.39958389
Kurtosis	-0.68506387
Mean	0.60803705
Median Absolute Deviation (MAD)	0.184
Skewness	-0.43100596
Sum	4200.3199
Variance	0.05903044
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.751	20	0.3%
0.727	19	0.3%
0.939	18	0.3%
0.73	18	0.3%
0.873	18	0.3%
0.63	18	0.3%
0.64	18	0.3%
0.834	18	0.3%
0.722	17	0.2%
0.814	17	0.2%
Other values (1057)	6727	97.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.000276	1	< 0.1%
0.00154	1	< 0.1%
0.00247	1	< 0.1%
0.00323	1	< 0.1%
0.00395	1	< 0.1%
0.00407	1	< 0.1%
0.00489	1	< 0.1%
0.00516	1	< 0.1%
0.0059	1	< 0.1%
0.00648	1	< 0.1%

Value	Count	Frequency (%)
1	4	0.1%
0.999	3	< 0.1%
0.998	3	< 0.1%
0.997	2	< 0.1%
0.996	5	0.1%
0.995	7	0.1%
0.994	5	0.1%
0.993	6	0.1%
0.992	5	0.1%
0.991	3	< 0.1%

key
Real number (ℝ)

Distinct	12
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.2333526

Minimum	0
Maximum	11
Zeros	912
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	2
median	5
Q3	9
95-th percentile	11
Maximum	11
Range	11
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	3.5972464
Coefficient of variation (CV)	0.68736939
Kurtosis	-1.3155051
Mean	5.2333526
Median Absolute Deviation (MAD)	3
Skewness	0.020174664
Sum	36152
Variance	12.940182
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
9	913	13.2%
0	912	13.2%
2	852	12.3%
7	819	11.9%
4	604	8.7%
5	576	8.3%
11	537	7.8%
1	480	6.9%
10	402	5.8%
6	312	4.5%
Other values (2)	501	7.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	912	13.2%
1	480	6.9%
2	852	12.3%
3	217	3.1%
4	604	8.7%
5	576	8.3%
6	312	4.5%
7	819	11.9%
8	284	4.1%
9	913	13.2%

Value	Count	Frequency (%)
11	537	7.8%
10	402	5.8%
9	913	13.2%
8	284	4.1%
7	819	11.9%
6	312	4.5%
5	576	8.3%
4	604	8.7%
3	217	3.1%
2	852	12.3%

loudness
Real number (ℝ)

Distinct	5512
Distinct (%)	79.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-11.041894

Minimum	-39.94
Maximum	-0.683
Zeros	0
Zeros (%)	0.0%
Negative	6908
Negative (%)	100.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	-39.94
5-th percentile	-19.054
Q1	-13.451
median	-10.662
Q3	-7.64025
95-th percentile	-4.7537
Maximum	-0.683
Range	39.257
Interquartile range (IQR)	5.81075

Descriptive statistics

Standard deviation	4.6811659
Coefficient of variation (CV)	-0.42394591
Kurtosis	3.0830612
Mean	-11.041894
Median Absolute Deviation (MAD)	2.9075
Skewness	-1.1933351
Sum	-76277.405
Variance	21.913314
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-8.539	5	0.1%
-9.15	5	0.1%
-8.78	5	0.1%
-14.118	5	0.1%
-8.548	5	0.1%
-12.746	4	0.1%
-12.948	4	0.1%
-7.262	4	0.1%
-3.947	4	0.1%
-6.293	4	0.1%
Other values (5502)	6863	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-39.94	1	< 0.1%
-39.307	1	< 0.1%
-38.002	1	< 0.1%
-37.915	1	< 0.1%
-37.611	1	< 0.1%
-37.325	1	< 0.1%
-36.828	1	< 0.1%
-35.954	1	< 0.1%
-34.99	1	< 0.1%
-34.255	1	< 0.1%

Value	Count	Frequency (%)
-0.683	1	< 0.1%
-2.1	1	< 0.1%
-2.236	1	< 0.1%
-2.237	1	< 0.1%
-2.256	1	< 0.1%
-2.258	1	< 0.1%
-2.291	1	< 0.1%
-2.304	1	< 0.1%
-2.305	1	< 0.1%
-2.337	1	< 0.1%

mode
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.1 KiB

1	4750
0	2158

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	6908
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
1	4750	68.8%
0	2158	31.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	4750	68.8%
0	2158	31.2%

Most occurring characters

Value	Count	Frequency (%)
1	4750	68.8%
0	2158	31.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6908	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	4750	68.8%
0	2158	31.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	6908	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	4750	68.8%
0	2158	31.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6908	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	4750	68.8%
0	2158	31.2%

speechiness
Real number (ℝ)

Distinct	948
Distinct (%)	13.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.057906022

Minimum	0.0223
Maximum	0.903
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0.0223
5-th percentile	0.027235
Q1	0.0327
median	0.0406
Q3	0.058
95-th percentile	0.148
Maximum	0.903
Range	0.8807
Interquartile range (IQR)	0.0253

Descriptive statistics

Standard deviation	0.057767799
Coefficient of variation (CV)	0.99761298
Kurtosis	46.193559
Mean	0.057906022
Median Absolute Deviation (MAD)	0.0098
Skewness	5.6042138
Sum	400.0148
Variance	0.0033371186
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.0295	44	0.6%
0.033	38	0.6%
0.0324	36	0.5%
0.032	33	0.5%
0.0309	33	0.5%
0.0282	32	0.5%
0.0326	32	0.5%
0.0327	31	0.4%
0.0288	31	0.4%
0.0294	31	0.4%
Other values (938)	6567	95.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0223	1	< 0.1%
0.0224	1	< 0.1%
0.0226	1	< 0.1%
0.0228	2	< 0.1%
0.0232	1	< 0.1%
0.0233	3	< 0.1%
0.0234	1	< 0.1%
0.0235	1	< 0.1%
0.0236	2	< 0.1%
0.0237	2	< 0.1%

Value	Count	Frequency (%)
0.903	1	< 0.1%
0.823	1	< 0.1%
0.77	1	< 0.1%
0.738	1	< 0.1%
0.715	1	< 0.1%
0.706	1	< 0.1%
0.705	1	< 0.1%
0.676	1	< 0.1%
0.666	1	< 0.1%
0.641	1	< 0.1%

acousticness
Real number (ℝ)

Distinct	2431
Distinct (%)	35.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29306681

Minimum	1.36 × 10^-6
Maximum	0.996
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	1.36 × 10^-6
5-th percentile	0.0006391
Q1	0.033375
median	0.172
Q3	0.499
95-th percentile	0.915
Maximum	0.996
Range	0.99599864
Interquartile range (IQR)	0.465625

Descriptive statistics

Standard deviation	0.30295038
Coefficient of variation (CV)	1.0337246
Kurtosis	-0.52596967
Mean	0.29306681
Median Absolute Deviation (MAD)	0.162875
Skewness	0.88308187
Sum	2024.5056
Variance	0.091778933
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.117	20	0.3%
0.102	19	0.3%
0.124	17	0.2%
0.181	17	0.2%
0.104	16	0.2%
0.12	15	0.2%
0.101	15	0.2%
0.109	14	0.2%
0.135	13	0.2%
0.108	13	0.2%
Other values (2421)	6749	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.36 × 10^-6	1	< 0.1%
1.37 × 10^-6	1	< 0.1%
2.1 × 10^-6	1	< 0.1%
2.3 × 10^-6	2	< 0.1%
2.35 × 10^-6	2	< 0.1%
2.42 × 10^-6	1	< 0.1%
2.82 × 10^-6	1	< 0.1%
3.33 × 10^-6	1	< 0.1%
3.6 × 10^-6	1	< 0.1%
4.01 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
0.996	4	0.1%
0.995	12	0.2%
0.994	5	0.1%
0.993	4	0.1%
0.992	4	0.1%
0.991	4	0.1%
0.99	6	0.1%
0.989	8	0.1%
0.988	4	0.1%
0.987	2	< 0.1%

instrumentalness
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	3073
Distinct (%)	44.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13986283

Minimum	0
Maximum	1
Zeros	1332
Zeros (%)	19.3%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3.125 × 10^-6
median	0.000321
Q3	0.04525
95-th percentile	0.88565
Maximum	1
Range	1
Interquartile range (IQR)	0.045246875

Descriptive statistics

Standard deviation	0.28814398
Coefficient of variation (CV)	2.0601898
Kurtosis	2.0705187
Mean	0.13986283
Median Absolute Deviation (MAD)	0.000321
Skewness	1.9252816
Sum	966.17245
Variance	0.083026955
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1332	19.3%
0.907	10	0.1%
0.937	10	0.1%
0.843	9	0.1%
0.95	9	0.1%
0.853	8	0.1%
1.28 × 10^-5	8	0.1%
0.865	8	0.1%
0.0109	7	0.1%
0.891	7	0.1%
Other values (3063)	5500	79.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1332	19.3%
1.01 × 10^-6	1	< 0.1%
1.02 × 10^-6	2	< 0.1%
1.03 × 10^-6	6	0.1%
1.05 × 10^-6	2	< 0.1%
1.06 × 10^-6	2	< 0.1%
1.07 × 10^-6	4	0.1%
1.08 × 10^-6	3	< 0.1%
1.09 × 10^-6	3	< 0.1%
1.1 × 10^-6	2	< 0.1%

Value	Count	Frequency (%)
1	1	< 0.1%
0.999	3	< 0.1%
0.993	2	< 0.1%
0.992	1	< 0.1%
0.99	2	< 0.1%
0.988	2	< 0.1%
0.986	2	< 0.1%
0.985	2	< 0.1%
0.984	1	< 0.1%
0.983	1	< 0.1%

liveness
Real number (ℝ)

Distinct	1384
Distinct (%)	20.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.20100867

Minimum	0.0186
Maximum	0.997
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0.0186
5-th percentile	0.047635
Q1	0.0849
median	0.131
Q3	0.266
95-th percentile	0.62365
Maximum	0.997
Range	0.9784
Interquartile range (IQR)	0.1811

Descriptive statistics

Standard deviation	0.18166423
Coefficient of variation (CV)	0.90376314
Kurtosis	4.7237132
Mean	0.20100867
Median Absolute Deviation (MAD)	0.0616
Skewness	2.1052781
Sum	1388.5679
Variance	0.033001892
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.104	51	0.7%
0.111	47	0.7%
0.105	46	0.7%
0.112	45	0.7%
0.108	45	0.7%
0.114	44	0.6%
0.106	44	0.6%
0.116	43	0.6%
0.107	41	0.6%
0.115	40	0.6%
Other values (1374)	6462	93.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.0186	1	< 0.1%
0.0205	1	< 0.1%
0.0212	1	< 0.1%
0.0223	2	< 0.1%
0.0226	1	< 0.1%
0.0234	1	< 0.1%
0.0235	2	< 0.1%
0.0237	1	< 0.1%
0.0239	1	< 0.1%
0.024	1	< 0.1%

Value	Count	Frequency (%)
0.997	1	< 0.1%
0.993	1	< 0.1%
0.99	1	< 0.1%
0.989	1	< 0.1%
0.987	1	< 0.1%
0.982	3	< 0.1%
0.981	1	< 0.1%
0.98	1	< 0.1%
0.979	1	< 0.1%
0.978	2	< 0.1%

valence
Real number (ℝ)

Distinct	1110
Distinct (%)	16.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58792189

Minimum	1 × 10^-5
Maximum	0.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	1 × 10^-5
5-th percentile	0.11
Q1	0.383
median	0.622
Q3	0.811
95-th percentile	0.958
Maximum	0.99
Range	0.98999
Interquartile range (IQR)	0.428

Descriptive statistics

Standard deviation	0.26360444
Coefficient of variation (CV)	0.44836643
Kurtosis	-0.92320644
Mean	0.58792189
Median Absolute Deviation (MAD)	0.211
Skewness	-0.38011526
Sum	4061.3644
Variance	0.0694873
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.962	44	0.6%
0.961	44	0.6%
0.963	38	0.6%
0.964	29	0.4%
0.968	24	0.3%
0.965	22	0.3%
0.746	21	0.3%
0.647	21	0.3%
0.96	20	0.3%
0.805	18	0.3%
Other values (1100)	6627	95.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1 × 10^-5	10	0.1%
0.00516	1	< 0.1%
0.00953	1	< 0.1%
0.013	1	< 0.1%
0.017	1	< 0.1%
0.019	1	< 0.1%
0.0199	1	< 0.1%
0.0224	2	< 0.1%
0.0241	1	< 0.1%
0.0242	1	< 0.1%

Value	Count	Frequency (%)
0.99	1	< 0.1%
0.984	2	< 0.1%
0.983	1	< 0.1%
0.981	1	< 0.1%
0.98	2	< 0.1%
0.979	3	< 0.1%
0.978	4	0.1%
0.977	7	0.1%
0.976	4	0.1%
0.975	7	0.1%

tempo
Real number (ℝ)

Distinct	6641
Distinct (%)	96.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	120.64957

Minimum	39.002
Maximum	217.396
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	39.002
5-th percentile	78.98975
Q1	102.6085
median	119.546
Q3	135.17525
95-th percentile	172.28385
Maximum	217.396
Range	178.394
Interquartile range (IQR)	32.56675

Descriptive statistics

Standard deviation	27.108127
Coefficient of variation (CV)	0.22468482
Kurtosis	0.42285567
Mean	120.64957
Median Absolute Deviation (MAD)	16.2905
Skewness	0.49937034
Sum	833447.24
Variance	734.85057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
129.864	5	0.1%
119.941	4	0.1%
128.005	3	< 0.1%
200.713	3	< 0.1%
119.61	3	< 0.1%
122.004	3	< 0.1%
122.252	3	< 0.1%
125.257	3	< 0.1%
126.287	3	< 0.1%
109.756	3	< 0.1%
Other values (6631)	6875	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
39.002	1	< 0.1%
46.496	1	< 0.1%
48.169	1	< 0.1%
48.214	1	< 0.1%
49.423	1	< 0.1%
50.383	1	< 0.1%
51.569	1	< 0.1%
54.387	1	< 0.1%
54.64	1	< 0.1%
55.529	1	< 0.1%

Value	Count	Frequency (%)
217.396	1	< 0.1%
214.121	1	< 0.1%
210.557	1	< 0.1%
209.758	1	< 0.1%
208.755	1	< 0.1%
208.62	1	< 0.1%
208.571	1	< 0.1%
207.859	1	< 0.1%
207.505	1	< 0.1%
207.197	1	< 0.1%

duration_ms
Real number (ℝ)

Distinct	5669
Distinct (%)	82.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	254756.41

Minimum	29514
Maximum	2223827
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	29514
5-th percentile	136832.55
Q1	204546.75
median	241860
Q3	287016.75
95-th percentile	399711
Maximum	2223827
Range	2194313
Interquartile range (IQR)	82470

Descriptive statistics

Standard deviation	107321.35
Coefficient of variation (CV)	0.42127045
Kurtosis	55.502835
Mean	254756.41
Median Absolute Deviation (MAD)	41326.5
Skewness	5.1084114
Sum	1.7598573 × 10⁹
Variance	1.1517872 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
252307	6	0.1%
254000	6	0.1%
243067	5	0.1%
226267	5	0.1%
255000	5	0.1%
198000	5	0.1%
236733	5	0.1%
209000	5	0.1%
243533	4	0.1%
225333	4	0.1%
Other values (5659)	6858	99.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
29514	1	< 0.1%
30428	1	< 0.1%
31360	1	< 0.1%
31413	1	< 0.1%
31427	1	< 0.1%
31594	1	< 0.1%
34000	1	< 0.1%
34107	1	< 0.1%
34160	1	< 0.1%
34600	1	< 0.1%

Value	Count	Frequency (%)
2223827	1	< 0.1%
1755307	1	< 0.1%
1713307	1	< 0.1%
1549933	1	< 0.1%
1496133	1	< 0.1%
1496053	1	< 0.1%
1448653	1	< 0.1%
1428827	1	< 0.1%
1400000	1	< 0.1%
1346027	1	< 0.1%

time_signature
Categorical

Distinct	4
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.1 KiB

4	6369
3	430
5	62
1	47

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	6908
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	4
3rd row	4
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
4	6369	92.2%
3	430	6.2%
5	62	0.9%
1	47	0.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	6369	92.2%
3	430	6.2%
5	62	0.9%
1	47	0.7%

Most occurring characters

Value	Count	Frequency (%)
4	6369	92.2%
3	430	6.2%
5	62	0.9%
1	47	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6908	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	6369	92.2%
3	430	6.2%
5	62	0.9%
1	47	0.7%

Most occurring scripts

Value	Count	Frequency (%)
Common	6908	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	6369	92.2%
3	430	6.2%
5	62	0.9%
1	47	0.7%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6908	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	6369	92.2%
3	430	6.2%
5	62	0.9%
1	47	0.7%

chorus_hit
Real number (ℝ)

Distinct	6854
Distinct (%)	99.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.755172

Minimum	0
Maximum	433.182
Zeros	21
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	0
5-th percentile	19.60204
Q1	27.441758
median	35.581815
Q3	47.318412
95-th percentile	72.851111
Maximum	433.182
Range	433.182
Interquartile range (IQR)	19.876655

Descriptive statistics

Standard deviation	19.13636
Coefficient of variation (CV)	0.48135524
Kurtosis	34.052791
Mean	39.755172
Median Absolute Deviation (MAD)	9.54639
Skewness	3.2326641
Sum	274628.73
Variance	366.20029
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21	0.3%
19.88463	5	0.1%
25.59008	2	< 0.1%
47.86528	2	< 0.1%
49.49006	2	< 0.1%
23.16606	2	< 0.1%
33.34393	2	< 0.1%
24.17049	2	< 0.1%
55.2976	2	< 0.1%
49.23759	2	< 0.1%
Other values (6844)	6866	99.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21	0.3%
5.28582	1	< 0.1%
5.33464	1	< 0.1%
5.51701	1	< 0.1%
6.0381	1	< 0.1%
8.13696	1	< 0.1%
8.27712	1	< 0.1%
8.30239	1	< 0.1%
8.32665	1	< 0.1%
8.56652	1	< 0.1%

Value	Count	Frequency (%)
433.182	1	< 0.1%
235.61008	1	< 0.1%
220.48609	1	< 0.1%
196.20979	1	< 0.1%
182.01231	1	< 0.1%
179.42481	1	< 0.1%
175.56475	1	< 0.1%
172.91102	1	< 0.1%
158.85822	1	< 0.1%
158.53	1	< 0.1%

sections
Real number (ℝ)

Distinct	51
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.277649

Minimum	1
Maximum	73
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	54.1 KiB

Quantile statistics

Minimum	1
5-th percentile	6
Q1	9
median	11
Q3	13
95-th percentile	18
Maximum	73
Range	72
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	4.472095
Coefficient of variation (CV)	0.39654497
Kurtosis	33.884694
Mean	11.277649
Median Absolute Deviation (MAD)	2
Skewness	3.7076756
Sum	77906
Variance	19.999634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11	963	13.9%
10	887	12.8%
12	803	11.6%
9	785	11.4%
13	603	8.7%
8	602	8.7%
14	408	5.9%
7	374	5.4%
15	287	4.2%
16	209	3.0%
Other values (41)	987	14.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	18	0.3%
3	48	0.7%
4	86	1.2%
5	133	1.9%
6	204	3.0%
7	374	5.4%
8	602	8.7%
9	785	11.4%
10	887	12.8%

Value	Count	Frequency (%)
73	2	< 0.1%
66	1	< 0.1%
65	1	< 0.1%
63	2	< 0.1%
62	1	< 0.1%
55	2	< 0.1%
50	2	< 0.1%
46	2	< 0.1%
45	1	< 0.1%
44	1	< 0.1%

target
Categorical

HIGH CORRELATION
UNIFORM

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	54.1 KiB

0	3454
1	3454

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	6908
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	0
4th row	0
5th row	1

Common Values

Value	Count	Frequency (%)
0	3454	50.0%
1	3454	50.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3454	50.0%
1	3454	50.0%

Most occurring characters

Value	Count	Frequency (%)
0	3454	50.0%
1	3454	50.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	6908	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3454	50.0%
1	3454	50.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	6908	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3454	50.0%
1	3454	50.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	6908	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3454	50.0%
1	3454	50.0%

Auto

The auto setting is an interpretable pairwise column metric of the following mapping:

Variable_type-Variable_type : Method, Range
Categorical-Categorical : Cramer's V, [0,1]
Numerical-Categorical : Cramer's V, [0,1] (using a discretized numerical column)
Numerical-Numerical : Spearman's ρ, [-1,1]

The number of bins used in the discretization for the Numerical-Categorical column pair can be changed using config.correlations["auto"].n_bins. The number of bins affects the granularity of the association you wish to measure.

This configuration uses the recommended metric for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	track	artist	uri	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature	chorus_hit	sections	target
0	Walking Blues	Big Joe Williams	spotify:track:1ZjN5X8LmUB67pWPgimW3B	0.509	0.277	6	-14.323	1	0.0495	0.827000	0.002060	0.0756	0.640	101.157	161893	4	68.46530	7	0
1	Suddenly Last Summer	The Motels	spotify:track:4fLIM0B1WwrLux9RdnMvze	0.716	0.753	2	-5.682	1	0.0286	0.162000	0.030600	0.0831	0.561	120.141	222000	4	57.71583	11	1
2	Sanctuary	Béla Fleck	spotify:track:3DwlNfiCQSdj0GOxYkR9Rq	0.360	0.542	5	-13.885	1	0.0339	0.368000	0.165000	0.1160	0.803	116.831	444907	4	30.34574	17	0
3	The Wild Rover	The Pogues	spotify:track:6JyYNPLalPgGa7XnclF5FO	0.656	0.512	7	-11.872	1	0.0290	0.585000	0.000000	0.0720	0.880	97.500	157893	3	50.97022	7	0
4	In The Driver's Seat	John Schneider	spotify:track:6jJi8OXF5qaFdysB6sjWIT	0.642	0.889	2	-5.620	0	0.0494	0.375000	0.000000	0.1800	0.764	163.351	162293	4	33.62053	7	1
5	Slow Kill	Fields Of The Nephilim	spotify:track:3AKzRH32S4Jc5Ge4RFp5WG	0.296	0.547	4	-15.115	0	0.0327	0.000291	0.013600	0.3720	0.490	148.775	224360	4	53.02555	11	0
6	Young Wild And Free	Brighton Rock	spotify:track:7EBpncUwlHjLhQTetSLb9O	0.454	0.734	2	-15.559	1	0.0410	0.124000	0.000014	0.0990	0.460	135.527	225560	4	36.52688	11	0
7	Holiday	The Other Ones	spotify:track:3f1rbdXIbz36QZ8xU7wt2i	0.487	0.853	11	-10.165	0	0.0343	0.027700	0.007370	0.1360	0.802	83.593	213427	4	15.23401	10	1
8	Answering Machine	Rupert Holmes	spotify:track:5Qo14bQqTK9iGbf2g6JUjL	0.775	0.488	0	-15.044	1	0.1230	0.240000	0.000000	0.0368	0.961	81.158	215200	4	28.65643	9	1
9	Crystal Ball	Yngwie Malmsteen	spotify:track:6C3BPDXuHFRbCWsTk4eNPU	0.406	0.777	8	-11.498	1	0.0590	0.087000	0.000016	0.1960	0.456	131.109	295507	4	41.44096	12	0

	track	artist	uri	danceability	energy	key	loudness	mode	speechiness	acousticness	instrumentalness	liveness	valence	tempo	duration_ms	time_signature	chorus_hit	sections	target
6898	Der fröhliche Geselle	Peter Maffay	spotify:track:2CmeFJnFAuDLRKgMEgdE7Y	0.634	0.401	5	-15.205	0	0.0627	0.768000	0.000575	0.1370	0.664	107.011	213400	4	36.65216	10	0
6899	In A Lifetime	Clannad	spotify:track:4Ye4VJlktPTaQ1mK8s6vC0	0.444	0.383	2	-15.977	0	0.0346	0.661000	0.000520	0.0656	0.297	133.935	191827	4	56.24401	7	0
6900	Cold Hearted	Paula Abdul	spotify:track:6jrp8qBMJO6vhAeYVAsdk9	0.879	0.679	7	-8.590	0	0.0421	0.149000	0.008710	0.0780	0.724	122.380	231400	4	59.57122	11	1
6901	The Hunter's Moon	Harvey Reid	spotify:track:1XUGKhR63kzlEUqZM5xIgT	0.330	0.212	7	-11.268	1	0.0337	0.764000	0.765000	0.1150	0.352	179.156	465027	4	32.42416	24	0
6902	Some Guys Have All The Luck	Rod Stewart	spotify:track:53Eqyg5eFqyuUCaSwozq4f	0.751	0.617	2	-15.103	1	0.0390	0.136000	0.000022	0.0504	0.907	126.300	274307	4	32.22649	14	1
6903	Bachke Rehna Re Baba - Pukar / Soundtrack Version	Kishore Kumar	spotify:track:2wK3g7TTQa9AJMKcuYKbon	0.443	0.589	7	-8.085	1	0.0392	0.552000	0.000000	0.1410	0.963	97.401	384360	4	31.61135	23	0
6904	Tiempos Metálicos	V8	spotify:track:3QaUanfuOovKQ5yNgGOSsz	0.208	0.750	9	-12.945	1	0.1080	0.000134	0.000002	0.0621	0.394	83.467	154827	4	23.71780	8	0
6905	Joy	Teddy Pendergrass	spotify:track:2Qv5EUATFNebcFGq3rN8O6	0.739	0.729	4	-9.694	0	0.0572	0.249000	0.007680	0.0690	0.884	103.339	375652	4	31.31730	13	1
6906	I Wanna Be A Cowboy	Boys Don't Cry	spotify:track:38mEFmht9K7UcpHvS9vtJG	0.749	0.626	0	-12.426	1	0.0393	0.011500	0.567000	0.0558	0.770	142.565	366133	4	27.71571	18	1
6907	Hot In The City	Billy Idol	spotify:track:5LeDMHIZ5YDZ2b1VOcYVcG	0.660	0.897	5	-5.558	1	0.0257	0.003160	0.000023	0.1160	0.670	111.193	219133	4	51.40399	9	1

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Other Letter

Other Punctuation

Decimal Number

Dash Punctuation

Open Punctuation

Close Punctuation

Math Symbol

Modifier Symbol

Space Separator

Currency Symbol

Final Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Hebrew

Cyrillic

Katakana

Most occurring blocks

Most frequent character per block

ASCII

Hebrew

None

Cyrillic

Punctuation

Katakana

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts